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  4. Digital Twin Integration for Active Learning in Robotic Manipulator Control Within Engineering 4.0
 
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Digital Twin Integration for Active Learning in Robotic Manipulator Control Within Engineering 4.0

Journal
Symmetry
ISSN
2073-8994
Date Issued
2025
Author(s)
Fernando J. Pantusin
Jessica S. Ortiz
Carvajal, Christian
Centro de InvestigaciĂłn de Ciencias Humanas y de la EducaciĂłn
VĂ­ctor H. Andaluz
Lenin G. Yar
Flavio Roberti
Daniel Gandolfo
Type
journal-article
DOI
10.3390/sym17101638
URL
https://cris.indoamerica.edu.ec/handle/123456789/9751
Abstract
Robotic systems play an increasingly significant role in both education and industry; however, access to physical robots remains a challenge due to high costs and operational risks. This work presents a training platform based on Digital Twins, aimed at active learning in the control of robotic manipulators, with a focus on the UFACTORY 850 arm. The proposed approach integrates mathematical modeling, interactive simulation, and experimental validation, enabling the implementation and testing of control strategies in three virtual scenarios that replicate real-world conditions: a laboratory, a service environment, and an industrial production line. The system relies on kinematic and dynamic models of the manipulator, using maneuverability velocities as input signals, and employs ROS as middleware to link the Unity 2022.2.14 graphics engine with the control algorithms developed in MATLAB R2022a. Experimental results demonstrate the accuracy of the implemented models and the effectiveness of the control algorithms, validating the usefulness of Digital Twins as a pedagogical tool to support safe, accessible, and innovative learning in robotic engineering.
Subjects
  • active learning

  • digital twins

  • engineering 4.0

  • interactive simulatio...

  • robotics education

  • UFactory 850

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2
Acquisition Date
Dec 2, 2025
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